import numpy as np

test_candles_0 = np.array((
    [1553817600000, 4092.56783507, 4092.56783507, 4092.56783507, 4092.56783507, 0.067335],
    [1553817660000, 4092.56783507, 4092.5, 4092.56783507, 4092.5, 9.0847059],
    [1553817720000, 4092.50930141, 4092.6, 4092.6, 4092.50930141, 16.27815035],
    [1553817780000, 4092.6, 4094, 4094, 4092.6, 38.77994494],
    [1553817840000, 4093.96914722, 4093.9, 4094, 4093.9, 53.554932879999996],
    [1553817900000, 4093.96914722, 4093.96914722, 4093.96914722, 4093.96914722, 0.025],
    [1553817960000, 4093.96914722, 4093.9, 4093.96914722, 4093.9, 1.004],
    [1553818080000, 4093.96914722, 4093.9, 4093.96914722, 4093.9, 1.22377842],
    [1553818140000, 4093.9, 4093.9, 4093.9, 4093.9, 0.38780000000000003],
    [1553818200000, 4093.9, 4093.9, 4093.9, 4093.9, 0.03476801],
    [1553818320000, 4093.9822767, 4093.9822767, 4093.9822767, 4093.9822767, 0.16575421],
    [1553818380000, 4093.9, 4093.9, 4093.9, 4093.9, 0.13670157],
    [1553818440000, 4093.9, 4093.99740744, 4093.99741704, 4093.9, 0.24191299],
    [1553818500000, 4093.9, 4093.99740744, 4093.99740744, 4093.9, 0.03],
    [1553818560000, 4093.9, 4093.9, 4093.99740744, 4093.9, 1.01670157],
    [1553818620000, 4093.9822767, 4093.9822767, 4093.9822767, 4093.9822767, 0.004],
    [1553818680000, 4093.99740744, 4093.99740744, 4093.99740744, 4093.99740744, 0.005],
    [1553818740000, 4093.9822767, 4096.4, 4096.46807794, 4093.9822767, 3.44758364],
    [1553818800000, 4096.5803711, 4097, 4097, 4096.5, 0.54524204],
    [1553818860000, 4097, 4097.6, 4097.6, 4097, 4.94339855],
    [1553818920000, 4097.6, 4097.7, 4097.8, 4097.6, 1.55095402],
    [1553818980000, 4097.6, 4097.6, 4097.6, 4097.6, 0.42627359],
    [1553819040000, 4097.6, 4095, 4097.6, 4095, 7.15621117],
    [1553819100000, 4095.06583375, 4095, 4095.1, 4095, 1.09250841],
    [1553819160000, 4095, 4095, 4095.06583375, 4095, 0.24951037],
    [1553819220000, 4095, 4095, 4095.06583375, 4095, 0.22131235],
    [1553819280000, 4095.06583375, 4095.166422, 4095.17817816, 4095.06583375, 0.20456374],
    [1553819340000, 4095.17817816, 4095.166422, 4095.17817816, 4095.166422, 0.22283282],
    [1553819400000, 4095.17817816, 4098.6, 4098.7, 4095.17817816, 6.11349743],
    [1553819460000, 4098.6, 4098.6, 4098.7, 4098.6, 0.34804435],
    [1553819520000, 4098.6, 4098.6, 4098.7, 4098.6, 0.58665605],
    [1553819580000, 4098.6, 4102.9, 4103, 4098.6, 21.05608916],
    [1553819640000, 4102.9, 4102.9, 4102.97603147, 4102.9, 1.81707692],
    [1553819700000, 4102.9, 4102.9, 4102.97603147, 4102.9, 0.3012859],
    [1553819760000, 4102.9, 4102.9, 4102.9, 4102.9, 0.21040645],
    [1553819820000, 4102.9, 4102.9, 4105.4, 4102.9, 5.79745401],
    [1553819880000, 4102.9, 4102.97603147, 4102.97603147, 4102.9, 2.13127602],
    [1553819940000, 4102.9, 4105.1, 4105.1, 4102.9, 4.40095901],
    [1553820000000, 4105, 4105.2, 4105.2, 4103.1, 0.70362802],
    [1553820060000, 4103.7, 4105.3, 4105.4, 4103.7, 0.45828735],
    [1553820120000, 4105.4, 4108, 4108.7, 4105.4, 18.62569858],
    [1553820180000, 4108, 4108, 4108.1, 4108, 10.34223487],
    [1553820240000, 4108.1, 4108, 4108.1, 4108, 0.41144367],
    [1553820300000, 4108, 4108.2, 4109, 4108, 9.91395155],
    [1553820360000, 4108.1, 4108.1, 4108.1, 4108, 1.7501390300000002],
    [1553820420000, 4108.1, 4108, 4108.1, 4108, 0.31286823999999996],
    [1553820480000, 4108, 4109, 4109, 4108, 1.52384392],
    [1553820540000, 4109, 4108.6, 4109, 4108.2, 0.43317828],
    [1553820600000, 4108.4, 4108, 4108.4, 4108, 4.182989989999999],
    [1553820660000, 4108, 4108, 4108.1, 4108, 1.14093587],
    [1553820720000, 4108, 4096.0667968, 4108.1, 4094.5313024, 12.76677672],
    [1553820780000, 4096.1, 4100.2, 4102, 4096.1, 1.32445194],
    [1553820840000, 4100.2, 4099.2, 4100.2, 4099.2, 0.11595142],
    [1553820900000, 4098.5, 4098.5, 4100, 4098.5, 1.29900322],
    [1553820960000, 4098.4, 4098.3, 4098.4, 4098.2, 0.16888198],
    [1553821020000, 4098.5, 4097.9, 4098.5, 4097.9, 0.021768],
    [1553821080000, 4096.8, 4097.060352, 4097.6, 4096.8, 0.30041031],
    [1553821140000, 4097.060352, 4095.0318695, 4097.060352, 4095, 0.39474212],
    [1553821200000, 4095.0318695, 4094.80725034, 4095.0318695, 4094.8, 0.45222840000000003],
    [1553821260000, 4094.80725034, 4094, 4094.9, 4094, 0.22458129],
    [1553821320000, 4094.03151005, 4087.6, 4094.03151005, 4087.5, 6.00399173],
    [1553821380000, 4087.6, 4089.6, 4089.6, 4087.6, 0.8858526],
    [1553821440000, 4089.6, 4091.6857053, 4092.74952644, 4089.6, 2.97654891],
    [1553821500000, 4091.6857053, 4095.1, 4095.2, 4091.62637893, 1.40501962],
    [1553821560000, 4095, 4093.1, 4095.2037666, 4092.9, 0.28654459],
    [1553821620000, 4091.2, 4093.1290125, 4093.1290125, 4091.2, 0.01],
    [1553821680000, 4094.65887721, 4094.65887721, 4094.6625264, 4094.65887721, 0.12862746],
    [1553821740000, 4094.6625264, 4094.65887721, 4094.6625264, 4094.65887721, 0.01447174],
    [1553821800000, 4094.6625264, 4094.6, 4094.6625264, 4094.6, 0.03111776],
    [1553821860000, 4094.6, 4091.4, 4094.6, 4091.32256227, 0.18191689],
    [1553821920000, 4091.32256227, 4089.5371062, 4091.32256227, 4089.5371062, 0.26729316000000003],
    [1553821980000, 4089.6, 4091.4, 4092, 4089.6, 1.00915705],
    [1553822040000, 4091.4, 4092.5, 4093.2, 4091.32256227, 0.28019088],
    [1553822100000, 4092.5150559, 4090.9, 4092.5150559, 4090.9, 8.35685714],
    [1553822160000, 4091, 4091, 4091, 4091, 0.50535078],
    [1553822220000, 4091, 4091, 4091, 4091, 0.03118678],
    [1553822280000, 4091, 4091, 4091, 4091, 0.477],
    [1553822340000, 4090.98566153, 4090.98566153, 4091, 4090.9, 16.00683512],
    [1553822400000, 4091, 4090.98566153, 4091, 4090.98566153, 0.5432163999999999],
    [1553822460000, 4091, 4093.6, 4093.6, 4091, 0.87649011],
    [1553822520000, 4093.8, 4094.48817825, 4097.7, 4093.8, 16.0634906],
    [1553822580000, 4094.48817825, 4093.4, 4094.48817825, 4092.01701782, 20.094465],
    [1553822640000, 4093.36492351, 4093.25259803, 4093.36492351, 4092.01701782, 0.515],
    [1553822700000, 4093.25259803, 4093.2787506, 4093.2787506, 4093.25259803, 0.0692],
    [1553822760000, 4093.25259803, 4093.2787506, 4093.2787506, 4093.25259803, 0.25806756999999997],
    [1553822820000, 4093.3, 4093.25259803, 4093.3, 4093.25259803, 0.064],
    [1553822880000, 4093.3, 4093.25259803, 4093.3, 4093.25259803, 0.35425158],
    [1553822940000, 4093.3, 4093.3, 4093.3, 4093.3, 2.2],
    [1553823000000, 4093.25259803, 4093.2787506, 4093.3, 4093.25259803, 5.08287041],
    [1553823060000, 4093.3, 4093.29482674, 4093.3, 4093.20461639, 0.11312477],
    [1553823180000, 4093.3, 4093.3, 4093.3, 4093.3, 0.055],
    [1553823240000, 4093.3, 4093.3, 4093.3, 4093.3, 0.10698998000000001],
    [1553823300000, 4093.3, 4093.20403208, 4093.3, 4093.20403208, 0.10208033000000001],
    [1553823420000, 4093.3, 4093.3, 4093.3, 4093.3, 0.57449074],
    [1553823540000, 4093.2969, 4093.2969, 4093.2969, 4093.2969, 0.005],
    [1553823600000, 4093.2066896, 4093.20403208, 4093.2969, 4093.2, 5.94985467],
    [1553823660000, 4093.2969, 4093.237575, 4093.2969, 4093.23689944, 0.35448264],
    [1553823720000, 4093.237575, 4093.23690074, 4093.237575, 4093.23690074, 0.05660213],
    [1553823780000, 4093.23690074, 4093.2, 4093.23690074, 4093.2, 6.9256581],
    [1553823840000, 4093.23690074, 4093.237575, 4093.237575, 4093.2, 1.2826383099999998],
    [1553823900000, 4093.237575, 4093.237575, 4093.237575, 4093.237575, 0.048],
    [1553823960000, 4093.23690074, 4088.9, 4093.23690074, 4088.9, 8.07989208],
    [1553824020000, 4088.997, 4088.9, 4089.087225, 4088.9, 1.01278994],
    [1553824080000, 4088.85694522, 4088.45565, 4088.85694522, 4088.40771771, 0.86011309],
    [1553824140000, 4088.40771901, 4088.5, 4088.5, 4088.40771771, 1.05639469],
    [1553824200000, 4088.40771901, 4088.40771771, 4088.45565, 4088.40771771, 0.2397033],
    [1553824260000, 4088.45565, 4087.5, 4088.45565, 4087.5, 2.4893553699999997],
    [1553824320000, 4087.5, 4085.4, 4087.55108456, 4082.3, 54.16200592],
    [1553824380000, 4085.4, 4085.4, 4085.4, 4085.30559622, 3.56088622],
    [1553824440000, 4085.4, 4085.4, 4085.4, 4085.30559622, 0.055],
    [1553824500000, 4085.4, 4085.4, 4085.4, 4085.3, 40.071196920000006],
    [1553824560000, 4085.4, 4086.8, 4086.98970274, 4085.30559622, 32.36895655],
    [1553824620000, 4087, 4086.9, 4087, 4086.9, 0.14987459],
    [1553824680000, 4086.9, 4086.9, 4086.9, 4086.87742897, 0.09665088],
    [1553824740000, 4087.6, 4087.7, 4087.7, 4087.55107158, 2.1778665200000002],
    [1553824800000, 4087.7, 4087.7, 4087.7, 4087.7, 0.21373842999999998],
    [1553824860000, 4087.7, 4090, 4090, 4087.7, 7.02701618],
    [1553824920000, 4090, 4091.52660682, 4091.6, 4090, 0.21645873999999998],
    [1553824980000, 4091.6, 4093.54755734, 4093.6, 4091.52660682, 2.49872873],
    [1553825040000, 4093.54755734, 4098.0385585, 4098.1, 4093.54755734, 17.14999401],
    [1553825100000, 4098.1, 4098.1, 4098.1, 4098.0385585, 0.02755293],
    [1553825160000, 4098.1, 4098.1, 4098.1, 4098.1, 0.0348312],
    [1553825220000, 4098.1, 4098, 4098.1, 4098, 2.35818583],
    [1553825280000, 4098.1, 4098, 4098.1, 4098, 0.12202952],
    [1553825340000, 4098, 4098, 4098, 4098, 2.13451536],
    [1553825400000, 4098.0385585, 4098.0385585, 4098.0385585, 4098.0385585, 3.52890392],
    [1553825460000, 4098, 4098, 4098, 4098, 0.11329359],
    [1553825520000, 4098, 4098, 4098, 4098, 0.12515161],
    [1553825640000, 4098, 4098, 4098, 4098, 2.20230738],
    [1553825700000, 4098, 4098, 4098.1, 4098, 0.01075947],
    [1553825760000, 4098, 4097.5, 4098.1, 4097.5, 27.14033624],
    [1553825820000, 4097.5, 4097.5, 4097.5, 4097.5, 0.00986618],
    [1553825880000, 4097.55276464, 4097.5, 4097.55276464, 4097.5, 0.04803949],
    [1553825940000, 4097.5, 4097.5, 4097.5, 4097.5, 0.35152598],
    [1553826000000, 4097.5, 4097.5, 4097.55276464, 4097.5, 2.2519095],
    [1553826060000, 4097.5, 4097.5, 4097.6, 4097.5, 4.28670341],
    [1553826120000, 4097.5, 4097, 4097.5, 4097, 0.91135908],
    [1553826180000, 4097, 4097, 4097.06318408, 4097, 0.05918537],
    [1553826240000, 4097, 4097, 4097.06318408, 4097, 0.09751983],
    [1553826300000, 4097.06318408, 4097, 4097.06318408, 4097, 0.06707332],
    [1553826360000, 4097, 4097.06318408, 4097.06318408, 4097, 0.13864337],
    [1553826420000, 4097, 4097.1, 4097.1, 4097, 1.6351240200000001],
    [1553826480000, 4097, 4097, 4097.06318408, 4097, 0.30469568],
    [1553826540000, 4097.06318408, 4097, 4097.06318408, 4097, 0.0499637],
    [1553826600000, 4097, 4097, 4097, 4097, 0.03901445],
    [1553826660000, 4097.06318408, 4097, 4097.1, 4097, 1.98977026],
    [1553826720000, 4097.08769981, 4097.08769981, 4097.1, 4097, 2.14636907],
    [1553826780000, 4097, 4097.08769981, 4097.08769981, 4097, 0.21319358],
    [1553826840000, 4097, 4097, 4097.08769981, 4097, 0.18287286],
    [1553826900000, 4097, 4097.08769981, 4097.08769981, 4097, 0.31392662],
    [1553826960000, 4097, 4097.08769981, 4097.08769981, 4097, 0.08258909],
    [1553827020000, 4097, 4097, 4097, 4097, 0.01106164],
    [1553827080000, 4097, 4097, 4097, 4097, 0.01124589],
    [1553827140000, 4097.0688247, 4097.0688247, 4097.0688247, 4097.0688247, 0.00914832],
    [1553827200000, 4097, 4097.0688247, 4097.0688247, 4097, 0.10419333],
    [1553827260000, 4097, 4097, 4097, 4097, 0.40919667],
    [1553827380000, 4097, 4097, 4097, 4097, 0.00681417],
    [1553827440000, 4097, 4097.05923963, 4097.05923963, 4097, 0.0333952],
    [1553827500000, 4097, 4097, 4097.05923963, 4097, 0.46085233999999997],
    [1553827560000, 4097.05923963, 4097.05923963, 4097.05923963, 4097, 0.11420333],
    [1553827620000, 4097.05923963, 4096.9, 4097.05923963, 4096.9, 22.46668609],
    [1553827680000, 4096.9, 4096.94695452, 4096.94695452, 4096.9, 0.02610232],
    [1553827740000, 4097, 4097, 4097, 4096.9, 1.49401715],
    [1553827800000, 4097, 4097, 4097, 4096.9, 2.1497642100000003],
    [1553827860000, 4097, 4096.9, 4097, 4096.9, 0.01727121],
    [1553827920000, 4096.96997782, 4096.96997782, 4096.96997782, 4096.96997782, 0.1],
    [1553827980000, 4096.96997782, 4097, 4097.08225492, 4096.9, 8.505400869999999],
    [1553828040000, 4097, 4097, 4097.08226356, 4097, 0.56422285],
    [1553828100000, 4097.08226356, 4097.1, 4097.1, 4097.08226356, 0.4],
    [1553828160000, 4097.1, 4097.1, 4097.1, 4097.08226356, 2.62001434],
    [1553828220000, 4097.1, 4097.1, 4097.1, 4097.08226356, 0.28446387],
    [1553828280000, 4097.1, 4098.6, 4098.6, 4097.1, 10.51497227],
    [1553828340000, 4098.65426399, 4101.3, 4101.3, 4098.65426399, 2.8305209000000002],
    [1553828400000, 4101.3, 4101.3, 4101.3, 4101.2812983, 8.8213744],
    [1553828460000, 4101.94788058, 4104.9056016, 4105, 4101.94788058, 15.00172644],
    [1553828520000, 4104.9056016, 4104.9, 4105, 4104.9, 0.5444683],
    [1553828580000, 4104.98005031, 4104.9, 4105, 4104.9, 1.26546194],
    [1553828640000, 4104.9, 4104.9, 4105.3, 4104.9, 4.84504675],
    [1553828700000, 4104.3, 4104.30623749, 4104.30623749, 4104.3, 0.47147624],
    [1553828760000, 4104.3, 4104.3, 4104.30623749, 4104.3, 4.79648594],
    [1553828820000, 4104.3, 4101.7, 4104.3, 4101.4, 2.5902761],
    [1553828880000, 4102.7, 4101.8, 4102.8, 4101.8, 0.44826763999999997],
    [1553828940000, 4101.8, 4102.1, 4102.7, 4101.8, 0.32081119],
    [1553829000000, 4102.2, 4102.6, 4102.7, 4102.2, 2.24168006],
    [1553829120000, 4102.6, 4102.6, 4102.6, 4102.6, 0.012542909999999999],
    [1553829180000, 4102.7, 4102.7, 4102.7, 4102.6, 0.03394837],
    [1553829240000, 4102.7, 4102.7, 4102.7, 4102.7, 0.3171968],
    [1553829300000, 4102.7, 4102.7, 4102.7, 4102.7, 1.31652502],
    [1553829360000, 4102.6, 4102.7, 4102.7, 4102.6, 0.3060344],
    [1553829420000, 4102.7, 4102.5, 4102.7, 4102.5, 0.35426698],
    [1553829480000, 4102.6, 4102.6, 4102.6, 4102.5, 0.31351728],
    [1553829540000, 4102.6, 4101.9, 4102.6, 4101.8, 1.19418395],
    [1553829600000, 4102, 4102.3, 4102.5, 4102, 0.66233277],
    [1553829660000, 4102.4, 4102.4, 4102.4, 4102.4, 0.03720161],
    [1553829720000, 4102.3, 4101.5, 4102.3, 4101.4, 0.6372858],
    [1553829780000, 4101.5, 4101.8, 4101.8, 4101.5, 0.25963878],
    [1553829840000, 4102, 4102, 4102.5, 4102, 1.65715879],
    [1553829900000, 4102.1, 4101.6, 4102.1, 4101.6, 0.10400064],
    [1553829960000, 4101.6, 4101.5, 4102, 4101.5, 0.26440949],
    [1553830020000, 4101.8, 4101.4, 4101.8, 4101.3, 1.01699999],
    [1553830080000, 4101.3, 4101.3, 4101.4, 4101.3, 0.46128396000000005],
    [1553830140000, 4101.3, 4101.4, 4102.5, 4101.3, 2.55106179],
    [1553830200000, 4101.5, 4101.5, 4101.5, 4101.5, 0.13351479],
    [1553830260000, 4101.7, 4101.7, 4101.7, 4101.7, 1.18266392],
    [1553830320000, 4101.6, 4102.2, 4102.4, 4101.6, 3.9161446499999997],
    [1553830380000, 4102.2, 4102, 4102.3, 4102, 5.81535547],
    [1553830440000, 4101.7, 4101.1, 4101.7, 4101.1, 9.68091001],
    [1553830500000, 4100.9, 4102.2799972, 4102.3, 4100.7, 3.82497979],
    [1553830560000, 4102.2799972, 4102.2, 4102.3, 4102.2, 2.71545351],
    [1553830620000, 4102.2, 4102.2, 4102.3, 4102.2, 0.06892148],
    [1553830680000, 4102.2, 4102.2, 4102.2, 4102.2, 0.06866683],
    [1553830740000, 4102.2, 4102.3, 4102.3, 4102.2, 4.06525162],
    [1553830800000, 4102.4, 4102.5, 4102.5, 4102.4, 0.73805159],
    [1553830860000, 4102.5, 4104.3, 4104.3, 4102.5, 11.93867767],
    [1553830920000, 4104.3, 4106.9, 4106.9, 4104.3, 3.9894100100000003],
    [1553830980000, 4107, 4106.9, 4107, 4106.9, 0.42356222],
    [1553831040000, 4106.99148787, 4106.9, 4107, 4106.9, 1.38252748],
    [1553831100000, 4106.9, 4108.4, 4108.9000455, 4106.9, 29.02579128],
    [1553831160000, 4108.4, 4107.1, 4108.4, 4107.1, 3.23081593],
    [1553831220000, 4108.1, 4108.2, 4108.2, 4108.1, 0.48278395],
    [1553831280000, 4108.1, 4102.8, 4108.7, 4102.8, 9.73050206],
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